Subscription products built to operate

Most SaaS stalls not at launch but two quarters in, when admin tools, metered billing and enterprise SSO are still missing and every new customer turns into a manual support ticket. We engineer all four operating surfaces together.

End-to-end SaaS topology drawing customer app, SAML auth gate, Stripe metered engine, operator console and SQL warehouse saas.topology.blueprint app · admin · billing · sso WEB + MOBILE CLIENT (CWV 99) 01 · Customer App ⌘K COMMAND OPTIMISTIC UI 02 · Operator Console IMPERSONATE TENANT #408 FLAG: ON +5K CREDITS 03 · Metered Billing Seats + Usage Tokens · Stripe Proration · Tax · Auto-Dunning 04 · Enterprise SSO & RBAC SAML SCIM RBAC Strict Per-Workspace Isolation 05 · Public API, Signed Webhooks & SQL Telemetry OpenAPI 3.1 · Idempotency Keys · Orzed Console Release Gates 99.98% SLA

METERED MONEY

Move the usage dials, watch MRR respond

114%Net revenue retention
1.8%Logo churn, trailing quarter
99.98%Platform SLA, 90 days
MRR growth across releases after the platform rebuild
  • TENANT #884upgraded to scale tier+$1.2k MRR
  • METERusage cap alert at 80%auto upsell
  • SSOOkta tenant provisioned4 min
  • FLAGreports-v2 at 100%clean
  • BILLINGproration invoice issued$318

DRAWN FOR CLARITY

Why most SaaS products stall after launch and how we wire the cure

Shipping a user screen is 30% of a subscription business. The other 70% is how your team bills, supports, provisions and governs tenants without engineering bottlenecks.

The Common Trap · Quarter 2 Stall

UI shipped alone turns every customer request into an engineering ticket

When billing is hardcoded, admin tools do not exist and permissions live in ad-hoc checks, your senior engineers spend 60% of their week running manual SQL edits for sales and support.

FRONTEND UI Hardcoded plans SALES & SUPPORT Slack pings MANUAL SQL EDITS No audit · High risk DEAL BLOCKED No SAML / SOC2
The Orzed Blueprint · Built to Run

One shared domain spine powers the app, admin, billing and enterprise SSO

We wire tenant isolation, metered billing adapters and operator controls in week one. Sales can spin up enterprise trials, support can impersonate safely and engineers stay focused on roadmap.

01 · CUSTOMER APP 02 · ADMIN CONSOLE 03 · PUBLIC API UNIFIED DOMAIN CORE Tenant RBAC · SAML 2.0 Stripe Billing Adapter HUMAN-REVIEWED RELEASES −62% OPS Zero SQL fire-drills ENTERPRISE READY
Senior Orzed product and engineering leads reviewing SaaS architecture
Senior Architecture + AI Execution

AI agents accelerate boilerplate; senior architects own schema, security and release sign-off

Start With Architecture

Have a SaaS spec or an existing app that hit a ceiling?

Send us the brief or repo link. We return a written architecture breakdown, milestone plan and fixed commercial scope.

CORE ARCHITECTURE

Four product surfaces we engineer together

Tap any layer below to inspect the drawn wireframes, technical stack and scope options.

01

Customer Application & Workspace Shell

Onboarding, multi-workspace switcher, command palette and AI-assisted user flows.

The surface every paying customer touches. We engineer keyboard-first navigation, instant optimistic UI updates, role-aware navigation and strict Core Web Vitals budgets across web and mobile.

Next.js / React⌘K Command PaletteOptimistic UIZero CLSiOS & Android
Scope Customer App & UX ↗
02

Admin & Operator Console

Safe tenant impersonation, feature overrides, credit grants and immutable audit trails.

Where your team actually runs the business without touching production SQL. Search any customer workspace, toggle feature flags, issue manual credits and inspect every operator action.

Safe ImpersonationFeature Flag OverridesManual Credit LedgerImmutable Audit Log
Scope Admin & Ops Console ↗
03

Metered Billing & Subscription Engine

Seats, usage tokens, proration, dunning and tax wrapped in one clean domain adapter.

Stripe or Recurly isolated behind a clean domain interface so your team can introduce new pricing tiers, hybrid seat-plus-usage metering or custom enterprise contracts without rewriting product code.

Seat + Usage HybridProration & DunningStripe / Recurly AdapterIdempotent Webhooks
Scope Billing & Metering ↗
04

Enterprise SSO, RBAC & Public API

SAML 2.0, SCIM directory sync, granular roles and signed outbound webhooks.

The exact security checklist enterprise procurement demands before signing: Okta/Entra SAML 2.0, automatic SCIM seat provisioning, strict tenant isolation and versioned REST/Webhook endpoints.

SAML 2.0 & OIDCSCIM ProvisioningTenant IsolationOpenAPI + Signed Webhooks
Scope Enterprise SSO & API ↗

PRODUCTION BENCHMARKS

Recent SaaS systems in production

Toggle between the client brief and what shipped, or test your instinct on our model routing telemetry.

Live SaaS telemetry and operational metrics dashboard
Multi-Tenant B2B Cloud 99.98% UPTIME
−62% Manual Ops Time
14 wks Zero to Launch
100% SAML / Audit Pass

Multi-Tenant Operations & Approval Cloud

2026
SaaS Architecture · SAML RBAC · Metered Stripe

Replace 14 disconnected spreadsheets and Slack approval threads with a single multi-tenant SaaS platform that enterprise procurement will approve.

Delivered under Orzed Console Build a system like this ↗
SaaS codebase and deterministic model routing architecture
AI Document SaaS 3.4x THROUGHPUT
−41% Inference Spend
820ms p50 Route Latency
Zero PII Training Leak

Enterprise Document & Review Pipeline

2026
LLM Cost Routing · Operator Queue · Usage Billing
? Guess: how much did our model router cut monthly LLM spend?

Select an option above to inspect the production telemetry result.

Pulse + Meridian + Horizon routing Scope an AI SaaS ↗

TIER SCAFFOLD

Four-tier billing engine wired in week one

PLG Entry

Starter

Self-serve PLG wedge

$0 / seat / mo
  • 1 workspace · 2 seats
  • Core workflow & ⌘K palette
  • 1,000 metered runs / mo
  • In-app upgrade paywall
Scope PLG Wedge ↗
Fastest Velocity

Team

5 to 50 person teams

$39 / seat / mo
  • Up to 25 seats · shared projects
  • Admin console & usage telemetry
  • Google / Microsoft OAuth SSO
  • REST API (600 req/min)
Scope Team Tier ↗
Most Picked

Business

50 to 500 person orgs

$119 / seat / mo
  • Unlimited seats · multi-workspace
  • SAML 2.0 SSO + SCIM directory sync
  • Full audit log export & custom RBAC
  • Priority SLA + 6,000 req/min API
Scope Business Tier ↗
Signed SLA

Enterprise

Regulated & custom residency

Custom
  • Dedicated VPC or regional data pin
  • Custom MSA, SOC2/HIPAA packet
  • Custom metered billing contract
  • Named Principal Architect
Scope Enterprise SLA ↗

Adjacent disciplines

Build · Launch · Operate

Ready to turn your software scopeinto a running product?

Share your product thesis or existing codebase. We will return a written architecture note, milestone plan and commercial scope.